# SingClaw

- Category: AI agents
- Official site: https://www.singclaw.ai/
- HTML: https://www.88z.ai/en/tools/singclaw
- Markdown: https://www.88z.ai/en/tools/singclaw.md

A desktop AI analysis agent with memory that integrates data and delivers daily

## What is SingClaw?

SingWork (also known as SingClaw) is a desktop AI analysis agent designed for growth enterprises and super users.More than just a Q&A tool, it acts as an AI data assistant with 'background memory' to manage files, integrate data, and automate data pipelines, turning scattered information into clear daily business insights.

The tool aims to replace the need for building complex dashboards by proactively analyzing connected data sources.It delivers daily briefs with specific issues, root causes, and priority actions before you even open your laptop.SingWork emphasizes data privacy and control, supports both Mac and Windows, and can be up and running in just three minutes.

## Key features

- **AI Agent with Me**：The first AI partner that actually learns your business context and never forgets, inheriting business logic and evolving with every brief.
- **Daily Business B**：Automatically identifies anomalies and opportunities in data, providing actionable advice on stock risks, growth signals, or ad ROI issues.
- **Multi-Model Supp**：Built-in mainstream large language models allow users to switch on-demand, flexibly adapting to various analysis tasks.
- **Seamless Integra**：Instant access to office collaboration groups like Lark and Telegram, with Whatsapp workflow integration for synchronized information.
- **Full-Chain Insig**：Delivers one-stop structured parsing, visualization, and intelligent insights without the need for manual setup.
- **Multi-Runtime Co**：Unified scheduling across Claude Code, OpenCode, and other runtimes for seamless cross-environment agent orchestration.

## How to use it

1. Download the SingWork desktop client for Mac or Windows.
2. Drop in a file or connect your store data; setup takes just 3 minutes with zero configuration.
3. Let SingWork read through and analyze your data in the background with no further setup required.
4. Receive your first daily business brief highlighting key issues, reasons, and the top priority action.
5. Sync insights to team workflows via integrations with Lark, Telegram, or Whatsapp.

## Where it fits

- **E-commerce Inven**：Monitor sales velocity to predict stock-out risks (e.g., 'Summer Dress' selling out before the weekend) and prompt immediate restocking.
- **Marketing Anomal**：Diagnose root causes of dropped ad ROI (e.g., broken bidding strategy rather than traffic cost) and suggest pausing campaigns or switching modes.
- **User Behavior An**：Identify spikes in add-to-cart rates parallel with rising bounce rates, prompting checks on above-the-fold content to fix traffic leakage.

## Pricing and free quota

Free to download and start.Specific pricing for advanced features or enterprise plans follows the official site.

## Who it is for

- Growth enterprise founders
- Data-driven operations managers
- E-commerce sellers
- Power users needing automated insights

## FAQ

### How is SingWork different from traditional BI tools?

Traditional tools often just provide data or numbers, requiring you to find issues and calculate; SingWork proactively spots issues, gives actionable steps, and remembers your business context and industry terms.

### Is my data secure?

SingWork emphasizes 'Your data, your control.' Data is processed locally or in a controlled environment, unlike general AI tools that upload data to the cloud, ensuring privacy.

### How long until I see my first brief?

After connecting your data, SingWork analyzes it in the background, and your first daily business brief will arrive tonight.

### Which operating systems are supported?

It currently supports desktop downloads for both Mac and Windows.

## Tags

AI Agents · Data Analysis · Business Intelligence · Automated Reporting

Features, pricing and availability follow the official site. Except for 88z.ai’s own API pages, this is a third-party product; 88z.ai only provides a directory introduction.